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EMNLP 2025

4,182 papers

ImageEval 2025: The First Arabic Image Captioning Shared Task

Ahlam Bashiti, Alaa Aljabari, Hadi Khaled Hamoud, Md. Rafiul Biswas, Bilal Mohammed Shalash

LIS at BAREC Shared Task 2025: Multi-Scale Curriculum Learning for Arabic Sentence-Level Readability Assessment Using Pre-trained Language Models

Anya Amel Nait Djoudi, Patrice Bellot, Adrian-Gabriel Chifu

STBW at BAREC Shared Task 2025: AraBERT-v2 with MSE-SoftQWK Loss for Sentence-Level Arabic Readability

Saoussan Trigui

Phantoms at BAREC Shared Task 2025: Enhancing Arabic Readability Prediction with Hybrid BERT and Linguistic Features

Ahmed Alhassan, Asim Mohamed, Moayad Elamin

Pixels at BAREC Shared Task 2025: Visual Arabic Readability Assessment

Ben Sapirstein

PalNLP at BAREC Shared Task 2025: Predicting Arabic Readability Using Ordinal Regression and K-Fold Ensemble Learning

Mutaz Ayesh

Noor at BAREC Shared Task 2025: A Hybrid Transformer-Feature Architecture for Sentence-level Readability Assessment

Nour Rabih

AMAR at BAREC Shared Task 2025: Arabic Meta-learner for Assessing Readability

Mostafa Saeed, Rana Waly, Abdelaziz Ashraf Hussein

mucAI at BAREC Shared Task 2025: Towards Uncertainty Aware Arabic Readability Assessment

Ahmed Abdou

Qais at BAREC Shared Task 2025: A Fine-Grained Approach for Arabic Readability Classification Using a pre-trained model

Samar Ahmad

!MSA at BAREC Shared Task 2025: Ensembling Arabic Transformers for Readability Assessment

Mohamed Basem, Mohamed Younes, Seif Ahmed, Abdelrahman Moustafa

MorphoArabia at BAREC Shared Task 2025: A Hybrid Architecture with Morphological Analysis for Arabic Readability Assessment

Fatimah Mohamed Emad Elden

SATLab at BAREC Shared Task 2025: Optimizing a Language-Independent System for Fine-Grained Readability Assessment

Yves Bestgen

MarsadLab at BAREC Shared Task 2025: Strict-Track Readability Prediction with Specialized AraBERT Models on BAREC

Shimaa Ibrahim, Md. Rafiul Biswas, Mabrouka Bessghaier, Wajdi Zaghouani

ANLPers at BAREC Shared Task 2025: Readability of Embeddings Training Neural Readability Classifiers on the BAREC Corpus

Serry Sibaee, Omer Nacar, Yasser Alhabashi, Adel Ammar, Wadii Boulila

ZAI at BAREC Shared Task 2025: AraBERT CORAL for Fine Grained Arabic Readability

Ahmad M. Nazzal

GNNinjas at BAREC Shared Task 2025: Lexicon-Enriched Graph Modeling for Arabic Document Readability Prediction

Passant Elchafei, Mayar Osama, Mohamad Rageh, Mervat Abu-Elkheir

Syntaxa at BAREC Shared Task 2025: BERTnParse - Fusion of BERT and Dependency Graphs for Readability Prediction

Ahmed Bahloul

BAREC Shared Task 2025 on Arabic Readability Assessment

Khalid N. Elmadani, Bashar Alhafni, Hanada Taha, Nizar Habash

MarsadLab at AraHealthQA: Hybrid Contextual–Lexical Fusion with AraBERT for Question and Answer Categorization

Mabrouka Bessghaier, Shimaa Ibrahim, Md. Rafiul Biswas, Wajdi Zaghouani

mucAI at AraHealthQA 2025: Explain–Retrieve–Verify (ERV) Workflow for Multi-Label Arabic Health QA Classification

Ahmed Abdou

Egyhealth at General Arabic Health QA (MedArabiQ): An Enhanced RAG Framework with Large-Scale Arabic Q&A Medical Data

Hossam Amer, Rawan Tarek Taha, Gannat Elsayed, Ensaf Hussein Mohamed

MedGapGab at AraHealthQA: Modular LLM Assignment for Gaps and Gabs in Arabic Medical Question Answering

Baraa Hikal

Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A

Caroline Sabty, Mohamad Rasmy, Mohamed Eyad Badran, Nourhan Sakr, Alia El Bolock

AraMinds at AraHealthQA 2025: A Retrieval-Augmented Generation System for Fine-Grained Classification and Answer Generation of Arabic Mental Health Q&A

Mohamed Zaytoon, Ahmed Mahmoud Salem, Ahmed Sakr, Hossam Elkordi

Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation

AbdelAziz Amr, Mamdouh Koritam, Mohamed Youssef, Marwa Aldeeb, Ensaf H. Mohamed

Sindbad at AraHealthQA Track 1: Leveraging Large Language Models for Mental Health Q&A

AbdulRahman A. Morsy, Saad Mankarious, Ayah Zirikly

!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning

Mohamed Younes, Seif Ahmed, Mohamed Basem

Binary_Bunch at AraHealthQA Track 1: Arabic Mental Health Q&A Classification Using Data Augmentation and Transformer Models

Sajib Bhattacharjee, Ratnajit Dhar, Kawsar Ahmed, Mohammed Moshiul Hoque

Quasar at AraHealthQA Track 1 : Leveraging Zero-Shot Large Language Models for Question and Answer Categorization in Arabic Mental Health

Adiba Fairooz Chowdhury, Md Sagor Chowdhury

MindLLM at AraHealthQA 2025 Track 1: Leveraging Large Language Models for Mental Health Question Answering

Nejood Abdulaziz Bin Eshaq

Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification

Fatimah Mohamed Emad Elden, Mumina Ab. Abukar

MedLingua at MedArabiQ2025: Zero- and Few-Shot Prompting of Large Language Models for Arabic Medical QA

Fatimah Mohamed Emad Elden, Mumina Ab. Abukar

NYUAD at AraHealthQA Shared Task: Benchmarking the Medical Understanding and Reasoning of Large Language Models in Arabic Healthcare Tasks

Nouar Aldahoul, Yasir Zaki

AraHealthQA 2025: The First Shared Task on Arabic Health Question Answering

Hassan Alhuzali, Walid Al-Eisawi, Muhammad Abdul-Mageed, Chaimae Abouzahir, Mouath Abu-Daoud

Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification

Huthayfa Malhis, Mohammad Tami, Huthaifa I. Ashqar

REGLAT at AraGenEval shared task: Morphology-Aware AraBERT for Detecting Arabic AI-Generated Text

Mariam Labib, Nsrin Ashraf, Mohammed Aldawsari, Hamada Nayel

MarsadLab at AraGenEval Shared Task: LLM-Based Approaches to Arabic Authorship Style Transfer and Identification

Md. Rafiul Biswas, Mabrouka Bessghaier, Firoj Alam, Wajdi Zaghouani

Osint at AraGenEval shared task: Fine-Tuned Modeling for Tracking Style Signatures and AI Generation in Arabic Texts

Shifali Agrahari, Hemanth Prakash Simhadri, Ashutosh Kumar Verma, Ranbir Singh Sanasam

CIOL at AraGenEval shared task: Authorship Identification and AI Generated Text Detection in Arabic using Pretrained Models

Sadia Tasnim Meem, Azmine Toushik Wasi

BUSTED at ARATECT Shared Task: A Comparative Study of Transformer-Based Models for Arabic AI-Generated Text Detection

Ali Zain, Sareem Farooqui, Muhammad Rafi

CUET-NLP_Team_SS306 at AraGenEval Shared Task: A Transformer-based Framework for Detecting AI-Generated Arabic Text

Sowrav Nath, Shadman Saleh, Kawsar Ahmed, Mohammed Moshiul Hoque

Sebaweh at AraGenEval Shared Task: BERENSE - BERt based ENSEmbler for Arabic Authorship Identification

Muhammad Helmy, Batool Najeh Balah, Ahmed Mohamed Sallam, Ammar Sherif

Athership at AraGenEval Shared Task: Identifying Arabic Authorship with a Dual-Model Logit Fusion

Mohamed Amin, Mahmoud Rady, Mariam Hossam, Sara Gaballa, Eman Samir

ANLPers at AraGenEval Shared Task: Descriptive Author Tokens for Transparent Arabic Authorship Style Transfer

Omer Nacar, Mahmoud Reda, Serry Sibaee, Yasser Alhabashi, Adel Ammar

PTUK-HULAT at AraGenEval Shared Task: Fine-tuning XLM-RoBERTa for AI-Generated Arabic News Detection

Tasneem Duridi, Areej Jaber, Paloma Martínez

NLP_wizard at AraGenEval shared task: Embedding-Based Classification for AI Detection and Authorship Attribution

Mena Hany

Amr&MohamedSabaa at AraGenEval shared task: Arabic Authorship Identification using Term Frequency – Inverse Document Frequency Features with Supervised Machine Learning

Amr Sabaa, Mohamed Sabaa

LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models

Kaoutar Zita, Attia Nehar, Abdelkader Khelil, Slimane Bellaouar, Hadda Cherroun

Nojoom.AI at AraGenEval Shared Task: Arabic Authorship Style Transfer

Hafsa Kara Achira, Mourad Bouache, Mourad Dahmane

MISSION at AraGenEval Shared Task: Enhanced Arabic Authority Classification

Thamer Maseer Alharbi

The AraGenEval Shared Task on Arabic Authorship Style Transfer and AI Generated Text Detection

Shadi Abudalfa, Saad Ezzini, Ahmed Abdelali, Hamza Alami, Abdessamad Benlahbib

Shawarma Chats: A Benchmark Exact Dialogue & Evaluation Platter in Egyptian, Maghrebi & Modern Standard Arabic—A Triple-Dialect Feast for Hungry Language Models

Kamyar Zeinalipour, Mohamed Zaky Saad, Oumaima Attafi, Marco Maggini, Marco Gori

DialG2P: Dialectal Grapheme-to-Phoneme. Arabic as a Case Study

Majd Hawasly, Hamdy Mubarak, Ahmed Abdelali, Ahmed Ali

AMCrawl: An Arabic Web-Scale Dataset of Interleaved Image-Text Documents and Image-Text Pairs

Shahad Aboukozzana, Muhammad Kamran J Khan, Ahmed Ali

ArabicWeb-Edu: Educational Quality Data for Arabic LLM Training

Majd Hawasly, Tasnim Mohiuddin, Hamdy Mubarak, Sabri Boughorbel

Octopus: Towards Building the Arabic Speech LLM Suite

Sara Althubaiti, Vasista Sai Lodagala, Tjad Clark, Yousseif Ahmed Elshahawy, Daniel Izham

An Exploration of Knowledge Editing for Arabic

Basel Mousi, Nadir Durrani, Fahim Dalvi

Transfer or Translate? Argument Mining in Arabic with No Native Annotations

Sara Nabhani, Khalid Al Khatib

ALARB: An Arabic Legal Argument Reasoning Benchmark

Harethah Abu Shairah, Somayah AlHarbi, Abdulaziz AlHussein, Sameer Alsabea, Omar Shaqaqi

Learning Word Embeddings from Glosses: A Multi-Loss Framework for Arabic Reverse Dictionary Tasks

Engy Ibrahim, Farhah Adel, Marwan Torki, Nagwa El-Makky

Modeling North African Dialects from Standard Languages

Yassine Toughrai, Kamel Smaili, David Langlois

Toward Culturally-Aware Arabic Debate Platforms with NLP Support

Khalid Al Khatib, Mohammad Khader

Tool Calling for Arabic LLMs: Data Strategies and Instruction Tuning

Asım Ersoy, Enes Altinisik, Kareem Mohamed Darwish, Husrev Taha Sencar

Bridging Dialectal Gaps in Arabic Medical LLMs through Model Merging

Ahmed Ibrahim, Abdullah Hosseini, Hoda Helmy, Wafa Lakhdhar, Ahmed Serag

Mind the Gap: A Review of Arabic Post-Training Datasets and Their Limitations

Mohammed Alkhowaiter, Norah Alshahrani, Saied Alshahrani, Reem I. Masoud, Alaa Alzahrani

Nile-Chat: Egyptian Language Models for Arabic and Latin Scripts

Guokan Shang, Hadi Abdine, Ahmad CHAMMA, Amr Mohamed, Mohamed Anwar

Zero-Shot and Fine-Tuned Evaluation of Generative LLMs for Arabic Word Sense Disambiguation

Yossra Noureldien, Abdelrazig Mohamed, Farah Attallah

AutoArabic: A Three-Stage Framework for Localizing Video-Text Retrieval Benchmarks

Mohamed Eltahir, Osamah Sarraj, Abdulrahman M. Alfrihidi, Taha Alshatiri, Mohammed Khurd

TEDxTN: A Three-way Speech Translation Corpus for Code-Switched Tunisian Arabic - English

Fethi Bougares, Salima Mdhaffar, Haroun Elleuch, Yannick Estève

BALSAM: A Platform for Benchmarking Arabic Large Language Models

Rawan Nasser Almatham, Kareem Mohamed Darwish, Raghad Al-Rasheed, Waad Thuwaini Alshammari, Muneera Alhoshan

Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluation

Abdessalam Bouchekif, Samer Rashwani, Heba Sbahi, Shahd Gaben, Mutaz Al Khatib

Feature Engineering is not Dead: A Step Towards State of the Art for Arabic Automated Essay Scoring

Marwan Sayed, Sohaila Eltanbouly, May Bashendy, Tamer Elsayed

Capturing Intra-Dialectal Variation in Qatari Arabic: A Corpus of Cultural and Gender Dimensions

Houda Bouamor, Sara Al-Emadi, Zeinab Ibrahim, Hany Fazzaa, Aisha Al-Sultan

ArabEmoNet: A Lightweight Hybrid 2D CNN-BiLSTM Model with Attention for Robust Arabic Speech Emotion Recognition

Ali Abouzeid, Bilal Elbouardi, Mohamed Maged, Shady Shehata

Can LLMs Directly Retrieve Passages for Answering Questions from Qur’an?

Sohaila Eltanbouly, Salam Albatarni, Shaimaa Hassanein, Tamer Elsayed

Tahḏīb: A Rhythm-Aware Phrase Insertion for Classical Arabic Poetry Composition

Mohamad Elzohbi, Richard Zhao

WojoodOntology: Ontology-Driven LLM Prompting for Unified Information Extraction Tasks

Alaa Aljabari, Nagham Hamad, Mohammed Khalilia, Mustafa Jarrar

Evaluating Prompt Relevance in Arabic Automatic Essay Scoring: Insights from Synthetic and Real-World Data

Chatrine Qwaider, Kirill Chirkunov, Bashar Alhafni, Nizar Habash, Ted Briscoe

AraHalluEval: A Fine-grained Hallucination Evaluation Framework for Arabic LLMs

Aisha Alansari, Hamzah Luqman

Saudi-Alignment Benchmark: Assessing LLMs Alignment with Cultural Norms and Domain Knowledge in the Saudi Context

Manal Alhassoun, Imaan Mohammed Alkhanen, Nouf Alshalawi, Ibtehal Baazeem, Waleed Alsanie

Lemmatizing Dialectal Arabic with Sequence-to-Sequence Models

Mostafa Saeed, Nizar Habash

A-SEA3𝐋-QA: A Fully Automated Self-Evolving, Adversarial Workflow for Arabic Long-Context Question-Answer Generation

Kesen Wang, Daulet Toibazar, Pedro J Moreno Mengibar

ATHAR: A High-Quality and Diverse Dataset for Classical Arabic to English Translation

Mohammed Sabry Mohammed, Mohammed Khalil

Open-domain Arabic Conversational Question Answering with Question Rewriting

Mariam E. Hassib, Nagwa El-Makky, Marwan Torki

The Cross-Lingual Cost: Retrieval Biases in RAG over Arabic-English Corpora

Chen Amiraz, Yaroslav Fyodorov, Elad Haramaty, Zohar Karnin, Liane Lewin-Eytan

TuniFra: A Tunisian Arabic Speech Corpus with Orthographic Transcriptions and French Translations

Alex Choux, Marko Avila, Josep Crego, Fethi Bougares, Antoine Laurent

3LM: Bridging Arabic, STEM, and Code through Benchmarking

Basma El Amel Boussaha, Leen Al Qadi, Mugariya Farooq, Shaikha Alsuwaidi, Giulia Campesan

Semitic Root Encoding: Tokenization Based on the Templatic Morphology of Semitic Languages in NMT

Brendan T. Hatch, Stephen D. Richardson

ArabJobs: A Multinational Corpus of Arabic Job Ads

Mo El-Haj

Adapting Falcon3-7B Language Model for Arabic: Methods, Challenges, and Outcomes

Basma El Amel Boussaha, Mohammed Alyafeai, Ahmed Alzubaidi, Leen Al Qadi, Shaikha Alsuwaidi

KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration

Yajing Yang, Tony Deng, Min-Yen Kan

Evolving Stances on Reproducibility: A Longitudinal Study of NLP and ML Researchers’ Views and Experience of Reproducibility

Craig Thomson, Ehud Reiter, João Sedoc, Anya Belz

Evaluating Cultural Knowledge and Reasoning in LLMs Through Persian Allusions

Melika Nobakhtian, Yadollah Yaghoobzadeh, Mohammad Taher Pilehvar

Cache Saver: A Modular Framework for Efficient, Affordable, and Reproducible LLM Inference

Nearchos Potamitis, Lars Henning Klein, Bardia Mohammadi, Chongyang Xu, Attreyee Mukherjee

CM-Align: Consistency-based Multilingual Alignment for Large Language Models

Xue Zhang, Yunlong Liang, Fandong Meng, Songming Zhang, Yufeng Chen

GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning

Guizhen Chen, Weiwen Xu, Hao Zhang, Hou Pong Chan, Deli Zhao

Can We Edit LLMs for Long-Tail Biomedical Knowledge?

Xinhao Yi, Jake Lever, Kevin Bryson, Zaiqiao Meng

Agentic-ToM: Cognition-Inspired Agentic Processing For Enhancing Theory of Mind Reasoning

Sneheel Sarangi, Chetan Talele, Hanan Salam

Exploring and Controlling Diversity in LLM-Agent Conversation

KuanChao Chu, Yi-Pei Chen, Hideki Nakayama